Overview

Data Structures

Data Structures
division metrics value
size observations 19,189
size variables 19
size values 364,591
size memory size (MB) 4
duplicated duplicate observation 0
missing complete observation 8,956
missing missing observation 10,233
missing missing variables 9
missing missing values 20,784
Data Types
division metrics value
data type numerics 2
data type integers 1
data type factors/ordered 11
data type characters 2
data type Dates 1
data type POSIXcts 2
data type others 0






Warnings



Variables



Missing Values

List of Missing Values

Variables that include missing values


Visualization



Unique Values

Categorical Vaiables

Variables where the proportion of unique data is more than 0.5 or unique is 1.


Numarical Vaiables

Variables where the unique cases is less than 5 or unique is 1.


Outliers

Diagnosis of numerical variable outliers


Samples

Duplicated

No duplicated records



Heads

First few records


Tails

Last few records
 

Created by dlookrExtra package